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LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@lcrilly
lcrilly / oas2nginx.sh
Created December 19, 2023 16:00
Converts OpenAPI/Swagger spec into nginx.conf snippet (server context)
#!/usr/bin/env bash
#
# oas2nginx.sh (c) NGINX, Inc. [v0.5 13-Jan-2020] Liam Crilly <liam.crilly@nginx.com>
#
# Converts OpenAPI/Swagger spec into nginx.conf snippet (server context) as per
# https://www.nginx.com/blog/deploying-nginx-plus-as-an-api-gateway-part-1/
# Requires shyaml for YAML processing: https://github.com/0k/shyaml
# Defaults
#
@aarondfrancis
aarondfrancis / audit-your-codebase.md
Created August 14, 2026 15:20
A read-only, agent-orchestrated codebase audit prompt for data structures, state modeling, algorithms, and ownership.

Audit this entire codebase for materially useful simplifications in its data structures, state representation, control flow, algorithms, and ownership.

This is an audit-only exercise. Do not edit files, run tests, implement recommendations, commit, or push. Read-only inspection commands are allowed.

You are the coordinator. Continue until the complete codebase has been reviewed and the final audit is validated.

  1. Establish the coverage contract

Inspect the repository and inventory every identifiable subsystem.

<!DOCTYPE html>
<html>
<head>
<title></title>
<meta charset="utf-8" />
<script src="Scripts/jquery-1.9.1.min.js"></script>
<link href="Content/bootstrap.min.css" rel="stylesheet" />
<script src="Scripts/isRockFx.js"></script>
<script>
$(function () {
@rssnyder
rssnyder / oracle-cloud-free-tier-guide.md
Last active August 28, 2026 06:31
oracle-cloud-free-tier-guide

how to leverage oracle's temping offers

free tier limits

The limits of the free tier say that you can create up to 4 instances.

  • x2 x86 instances (2core/1g)
  • x2 ampere instances (with 4core/24g spread between them)
  • 200GB total boot volume space across all intances (minimum of 50G per instance)

[!WARNING]

@mpecka
mpecka / ExcelRemoveAccents.vb
Last active August 28, 2026 06:24
Excel Remove Accents
Function StripAccent(thestring As String)
Dim A As String * 1
Dim B As String * 1
Dim i As Integer
Const AccChars= "áäčďéěíĺľňóôőöŕšťúůűüýřžÁÄČĎÉĚÍĹĽŇÓÔŐÖŔŠŤÚŮŰÜÝŘŽ"
Const RegChars= "aacdeeillnoooorstuuuuyrzAACDEEILLNOOOORSTUUUUYRZ"
For i = 1 To Len(AccChars)
A = Mid(AccChars, i, 1)
B = Mid(RegChars, i, 1)
thestring = Replace(thestring, A, B)

GitHub Search Syntax for Finding API Keys/Secrets/Tokens

As a security professional, it is important to conduct a thorough reconnaissance. With the increasing use of APIs nowadays, it has become paramount to keep access tokens and other API-related secrets secure in order to prevent leaks. However, despite technological advances, human error remains a factor, and many developers still unknowingly hardcode their API secrets into source code and commit them to public repositories. GitHub, being a widely popular platform for public code repositories, may inadvertently host such leaked secrets. To help identify these vulnerabilities, I have created a comprehensive search list using powerful search syntax that enables the search of thousands of leaked keys and secrets in a single search.

Search Syntax:

(path:*.{File_extension1} OR path:*.{File_extension-N}) AND ({Keyname1} OR {Keyname-N}) AND (({Signature/pattern1} OR {Signature/pattern-N}) AND ({PlatformTag1} OR {PlatformTag-N}))

Examples:

**1.

@bmsimons
bmsimons / ALLWINDOWSONTECHBENCH.md
Last active August 28, 2026 06:20
Download all Windows ISOs directly from Microsoft with a trick

Just run the following JavaScript bookmarklet on https://www.microsoft.com/en-us/software-download/windows10 to reveal all Windows versions.

$("select#product-edition").html("<option value selected value='selected'>Select edition</option><option value='2'>Windows 7 Home Basic SP1 </option><option value='4'>Windows 7 Professional SP1 </option><option value='6'>Windows 7 Home Premium SP1 </option><option value='8'>Windows 7 Ultimate SP1 </option><option value='10'>Windows 7 Home Premium N SP1 </option><option value='12'>Windows 7 Professional N SP1 </option><option value='14'>Windows 7 Ultimate N SP1 </option><option value='16'>Windows 7 Professional K SP1 </option><option value='18'>Windows 7 Professional KN SP1 </option><option value='20'>Windows 7 Home Premium K SP1 </option><option value='22'>Windows 7 Home Premium KN SP1 </option><option value='24'>Windows 7 Ultimate KN SP1 </option><option value='26'>Windows 7 Ultimate K SP1 </option><option value='28'>Windows 7 Starter SP1 </option><option value